Dataset info
| Number of variables | 31 |
|---|---|
| Number of observations | 1470 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 1.0 KiB |
Variables types
| CAT | 15 |
|---|---|
| NUM | 14 |
| BOOL | 2 |
Reproduction info
| Date of analysis | 2023-03-10 17:15:11.791223 |
|---|---|
| Version | pandas-profiling v2.4.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download Configuration | config.yaml |
Warnings
anos_compania has 44 (3.0%) zeros | Zeros |
anos_con_manager_actual has 263 (17.9%) zeros | Zeros |
anos_desde_ult_promocion has 581 (39.5%) zeros | Zeros |
num_empresas_anteriores has 197 (13.4%) zeros | Zeros |
num_formaciones_ult_ano has 54 (3.7%) zeros | Zeros |
nivel_laboral is highly correlated with impacto_abandono and 2 other fields | High Correlation |
impacto_abandono is highly correlated with nivel_laboral and 2 other fields | High Correlation |
salario_ano is highly correlated with impacto_abandono and 2 other fields | High Correlation |
salario_mes is highly correlated with impacto_abandono and 2 other fields | High Correlation |
implicacion is highly correlated with educacion and 2 other fields | High Correlation |
educacion is highly correlated with implicacion and 2 other fields | High Correlation |
puesto is highly correlated with departamento | High Correlation |
departamento is highly correlated with puesto | High Correlation |
satisfaccion_trabajo is highly correlated with educacion and 2 other fields | High Correlation |
sexo is highly correlated with educacion and 2 other fields | High Correlation |
abandono
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 KiB |
| 0 | |
|---|---|
| 1 | 237 |
| Value | Count | Frequency (%) | |
| 0 | 1233 | 83.9% | |
| 1 | 237 | 16.1% |
| Distinct count | 37 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.008163265 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 44 |
| Zeros (%) | 3.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.126525152 |
|---|---|
| Coefficient of variation (CV) | 0.8741984056 |
| Kurtosis | 3.935508756 |
| Mean | 7.008163265 |
| Median Absolute Deviation (MAD) | 4.471686797 |
| Skewness | 1.764529454 |
| Sum | 10302 |
| Variance | 37.53431044 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 5.5 ... 10.5 11.5 22.5 33.5 40. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 196 | 13.3% | |
| 1 | 171 | 11.6% | |
| 3 | 128 | 8.7% | |
| 2 | 127 | 8.6% | |
| 10 | 120 | 8.2% | |
| 4 | 110 | 7.5% | |
| 7 | 90 | 6.1% | |
| 9 | 82 | 5.6% | |
| 8 | 80 | 5.4% | |
| 6 | 76 | 5.2% | |
| Other values (27) | 290 | 19.7% |
| Value | Count | Frequency (%) | |
| 0 | 44 | 3.0% | |
| 1 | 171 | 11.6% | |
| 2 | 127 | 8.6% | |
| 3 | 128 | 8.7% | |
| 4 | 110 | 7.5% |
| Value | Count | Frequency (%) | |
| 40 | 1 | 0.1% | |
| 37 | 1 | 0.1% | |
| 36 | 2 | 0.1% | |
| 34 | 1 | 0.1% | |
| 33 | 5 | 0.3% |
| Distinct count | 18 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.123129252 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros | 263 |
| Zeros (%) | 17.9% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.568136121 |
|---|---|
| Coefficient of variation (CV) | 0.8653951654 |
| Kurtosis | 0.1710580839 |
| Mean | 4.123129252 |
| Median Absolute Deviation (MAD) | 3.025371836 |
| Skewness | 0.833450992 |
| Sum | 6061 |
| Variance | 12.73159537 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 7.5 8.5 9.5 13.5 17. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2 | 344 | 23.4% | |
| 0 | 263 | 17.9% | |
| 7 | 216 | 14.7% | |
| 3 | 142 | 9.7% | |
| 8 | 107 | 7.3% | |
| 4 | 98 | 6.7% | |
| 1 | 76 | 5.2% | |
| 9 | 64 | 4.4% | |
| 5 | 31 | 2.1% | |
| 6 | 29 | 2.0% | |
| Other values (8) | 100 | 6.8% |
| Value | Count | Frequency (%) | |
| 0 | 263 | 17.9% | |
| 1 | 76 | 5.2% | |
| 2 | 344 | 23.4% | |
| 3 | 142 | 9.7% | |
| 4 | 98 | 6.7% |
| Value | Count | Frequency (%) | |
| 17 | 7 | 0.5% | |
| 16 | 2 | 0.1% | |
| 15 | 5 | 0.3% | |
| 14 | 5 | 0.3% | |
| 13 | 14 | 1.0% |
| Distinct count | 16 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.187755102 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 581 |
| Zeros (%) | 39.5% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.222430279 |
|---|---|
| Coefficient of variation (CV) | 1.472939213 |
| Kurtosis | 3.612673115 |
| Mean | 2.187755102 |
| Median Absolute Deviation (MAD) | 2.34689435 |
| Skewness | 1.984289983 |
| Sum | 3216 |
| Variance | 10.3840569 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 6.5 7.5 15. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 581 | 39.5% | |
| 1 | 357 | 24.3% | |
| 2 | 159 | 10.8% | |
| 7 | 76 | 5.2% | |
| 4 | 61 | 4.1% | |
| 3 | 52 | 3.5% | |
| 5 | 45 | 3.1% | |
| 6 | 32 | 2.2% | |
| 11 | 24 | 1.6% | |
| 8 | 18 | 1.2% | |
| Other values (6) | 65 | 4.4% |
| Value | Count | Frequency (%) | |
| 0 | 581 | 39.5% | |
| 1 | 357 | 24.3% | |
| 2 | 159 | 10.8% | |
| 3 | 52 | 3.5% | |
| 4 | 61 | 4.1% |
| Value | Count | Frequency (%) | |
| 15 | 13 | 0.9% | |
| 14 | 9 | 0.6% | |
| 13 | 10 | 0.7% | |
| 12 | 10 | 0.7% | |
| 11 | 24 | 1.6% |
anos_experiencia
Real number (ℝ≥0)
| Distinct count | 40 |
|---|---|
| Unique (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.27959184 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 11 |
| Zeros (%) | 0.7% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.780781676 |
|---|---|
| Coefficient of variation (CV) | 0.6898105701 |
| Kurtosis | 0.9182695366 |
| Mean | 11.27959184 |
| Median Absolute Deviation (MAD) | 6.034188533 |
| Skewness | 1.117171853 |
| Sum | 16581 |
| Variance | 60.54056348 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 4.5 ... 10.5 17.5 24.5 33.5 40. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 10 | 202 | 13.7% | |
| 6 | 125 | 8.5% | |
| 8 | 103 | 7.0% | |
| 9 | 96 | 6.5% | |
| 5 | 88 | 6.0% | |
| 7 | 81 | 5.5% | |
| 1 | 81 | 5.5% | |
| 4 | 63 | 4.3% | |
| 12 | 48 | 3.3% | |
| 3 | 42 | 2.9% | |
| Other values (30) | 541 | 36.8% |
| Value | Count | Frequency (%) | |
| 0 | 11 | 0.7% | |
| 1 | 81 | 5.5% | |
| 2 | 31 | 2.1% | |
| 3 | 42 | 2.9% | |
| 4 | 63 | 4.3% |
| Value | Count | Frequency (%) | |
| 40 | 2 | 0.1% | |
| 38 | 1 | 0.1% | |
| 37 | 4 | 0.3% | |
| 36 | 6 | 0.4% | |
| 35 | 3 | 0.2% |
carrera
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other | 82 |
| Value | Count | Frequency (%) | |
| Life Sciences | 606 | 41.2% | |
| Medical | 464 | 31.6% | |
| Marketing | 159 | 10.8% | |
| Technical Degree | 132 | 9.0% | |
| Other | 82 | 5.6% | |
| Human Resources | 27 | 1.8% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | True |
| Contains non-words | True |
Length
| Max length | 16 |
|---|---|
| Mean length | 10.53333333 |
| Min length | 5 |
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 63 |
| Value | Count | Frequency (%) | |
| Research & Development | 961 | 65.4% | |
| Sales | 446 | 30.3% | |
| Human Resources | 63 | 4.3% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | True |
| Contains non-words | True |
Length
| Max length | 22 |
|---|---|
| Mean length | 16.54217687 |
| Min length | 5 |
distancia_casa
Real number (ℝ≥0)
| Distinct count | 29 |
|---|---|
| Unique (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.192517007 |
|---|---|
| Minimum | 1 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.106864436 |
|---|---|
| Coefficient of variation (CV) | 0.8818982254 |
| Kurtosis | -0.2248334049 |
| Mean | 9.192517007 |
| Median Absolute Deviation (MAD) | 6.572742839 |
| Skewness | 0.9581179957 |
| Sum | 13513 |
| Variance | 65.72125098 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 10.5 28.5 29. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2 | 211 | 14.4% | |
| 1 | 208 | 14.1% | |
| 10 | 86 | 5.9% | |
| 9 | 85 | 5.8% | |
| 3 | 84 | 5.7% | |
| 7 | 84 | 5.7% | |
| 8 | 80 | 5.4% | |
| 5 | 65 | 4.4% | |
| 4 | 64 | 4.4% | |
| 6 | 59 | 4.0% | |
| Other values (19) | 444 | 30.2% |
| Value | Count | Frequency (%) | |
| 1 | 208 | 14.1% | |
| 2 | 211 | 14.4% | |
| 3 | 84 | 5.7% | |
| 4 | 64 | 4.4% | |
| 5 | 65 | 4.4% |
| Value | Count | Frequency (%) | |
| 29 | 27 | 1.8% | |
| 28 | 23 | 1.6% | |
| 27 | 12 | 0.8% | |
| 26 | 25 | 1.7% | |
| 25 | 25 | 1.7% |
edad
Real number (ℝ≥0)
| Distinct count | 43 |
|---|---|
| Unique (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.92380952 |
|---|---|
| Minimum | 18 |
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.135373489 |
|---|---|
| Coefficient of variation (CV) | 0.2474114564 |
| Kurtosis | -0.4041451372 |
| Mean | 36.92380952 |
| Median Absolute Deviation (MAD) | 7.409795918 |
| Skewness | 0.4132863019 |
| Sum | 54278 |
| Variance | 83.45504879 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[18. 23.5 25.5 28.5 36.5 42.5 46.5 55.5 60. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 35 | 78 | 5.3% | |
| 34 | 77 | 5.2% | |
| 36 | 69 | 4.7% | |
| 31 | 69 | 4.7% | |
| 29 | 68 | 4.6% | |
| 32 | 61 | 4.1% | |
| 30 | 60 | 4.1% | |
| 33 | 58 | 3.9% | |
| 38 | 58 | 3.9% | |
| 40 | 57 | 3.9% | |
| Other values (33) | 815 | 55.4% |
| Value | Count | Frequency (%) | |
| 18 | 8 | 0.5% | |
| 19 | 9 | 0.6% | |
| 20 | 11 | 0.7% | |
| 21 | 13 | 0.9% | |
| 22 | 16 | 1.1% |
| Value | Count | Frequency (%) | |
| 60 | 5 | 0.3% | |
| 59 | 10 | 0.7% | |
| 58 | 14 | 1.0% | |
| 57 | 4 | 0.3% | |
| 56 | 14 | 1.0% |
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Universitaria | |
|---|---|
| Secundaria | |
| Master | 130 |
| Primaria | 77 |
| Value | Count | Frequency (%) | |
| Universitaria | 915 | 62.2% | |
| Secundaria | 348 | 23.7% | |
| Master | 130 | 8.8% | |
| Primaria | 77 | 5.2% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 13 |
|---|---|
| Mean length | 11.40884354 |
| Min length | 6 |
estado_civil
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
| Value | Count | Frequency (%) | |
| Married | 673 | 45.8% | |
| Single | 470 | 32.0% | |
| Divorced | 327 | 22.2% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 8 |
|---|---|
| Mean length | 6.902721088 |
| Min length | 6 |
evaluacion
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Alta | |
|---|---|
| Muy_Alta | 226 |
| Value | Count | Frequency (%) | |
| Alta | 1244 | 84.6% | |
| Muy_Alta | 226 | 15.4% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 8 |
|---|---|
| Mean length | 4.614965986 |
| Min length | 4 |
horas_extra
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 1054 | 71.7% | |
| Yes | 416 | 28.3% |
| Distinct count | 1470 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1024.865306 |
|---|---|
| Minimum | 1 |
| Maximum | 2068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 96.45 |
| Q1 | 491.25 |
| median | 1020.5 |
| Q3 | 1555.75 |
| 95-th percentile | 1967.55 |
| Maximum | 2068 |
| Range | 2067 |
| Interquartile range (IQR) | 1064.5 |
Descriptive statistics
| Standard deviation | 602.0243348 |
|---|---|
| Coefficient of variation (CV) | 0.5874180063 |
| Kurtosis | -1.223178906 |
| Mean | 1024.865306 |
| Median Absolute Deviation (MAD) | 522.4050757 |
| Skewness | 0.01657401958 |
| Sum | 1506552 |
| Variance | 362433.2997 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.000e+00 2.068e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 1391 | 1 | 0.1% | |
| 1389 | 1 | 0.1% | |
| 1387 | 1 | 0.1% | |
| 1383 | 1 | 0.1% | |
| 1382 | 1 | 0.1% | |
| 1380 | 1 | 0.1% | |
| 1379 | 1 | 0.1% | |
| 1377 | 1 | 0.1% | |
| 1375 | 1 | 0.1% | |
| Other values (1460) | 1460 | 99.3% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% | |
| 7 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2068 | 1 | 0.1% | |
| 2065 | 1 | 0.1% | |
| 2064 | 1 | 0.1% | |
| 2062 | 1 | 0.1% | |
| 2061 | 1 | 0.1% |
| Distinct count | 1349 |
|---|---|
| Unique (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15984.94109 |
|---|---|
| Minimum | 1949.388 |
| Maximum | 50397.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1949.388 |
|---|---|
| 5-th percentile | 4053.1428 |
| Q1 | 6881.604 |
| median | 12041.712 |
| Q3 | 21115.08 |
| 95-th percentile | 44909.802 |
| Maximum | 50397.48 |
| Range | 48448.092 |
| Interquartile range (IQR) | 14233.476 |
Descriptive statistics
| Standard deviation | 12152.57236 |
|---|---|
| Coefficient of variation (CV) | 0.7602513072 |
| Kurtosis | 0.8755997818 |
| Mean | 15984.94109 |
| Median Absolute Deviation (MAD) | 9427.596187 |
| Skewness | 1.314424898 |
| Sum | 23497863.4 |
| Variance | 147685014.9 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1949.388 3871.728 4826.136 5918.274 7047.084 ... 33057.36 35278.74 40274.64 47969.46 50397.48 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4524.744 | 4 | 0.3% | |
| 15035.616 | 3 | 0.2% | |
| 6479.724 | 3 | 0.2% | |
| 6049.476 | 3 | 0.2% | |
| 6170.04 | 3 | 0.2% | |
| 4735.332 | 3 | 0.2% | |
| 13615.776 | 3 | 0.2% | |
| 8160.528 | 3 | 0.2% | |
| 4598.16 | 3 | 0.2% | |
| 15994.44 | 3 | 0.2% | |
| Other values (1339) | 1439 | 97.9% |
| Value | Count | Frequency (%) | |
| 1949.388 | 1 | 0.1% | |
| 2030.532 | 1 | 0.1% | |
| 2032.464 | 1 | 0.1% | |
| 2088.492 | 1 | 0.1% | |
| 2107.812 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 50397.48 | 1 | 0.1% | |
| 50331.96 | 1 | 0.1% | |
| 50256.36 | 1 | 0.1% | |
| 50213.52 | 1 | 0.1% | |
| 50044.68 | 1 | 0.1% |
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Alta | |
|---|---|
| Media | |
| Muy_Alta | 144 |
| Baja | 83 |
| Value | Count | Frequency (%) | |
| Alta | 875 | 59.5% | |
| Media | 368 | 25.0% | |
| Muy_Alta | 144 | 9.8% | |
| Baja | 83 | 5.6% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 8 |
|---|---|
| Mean length | 4.642176871 |
| Min length | 4 |
incremento_salario_porc
Real number (ℝ≥0)
| Distinct count | 15 |
|---|---|
| Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.20952381 |
|---|---|
| Minimum | 11 |
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.659937717 |
|---|---|
| Coefficient of variation (CV) | 0.2406346025 |
| Kurtosis | -0.3005982221 |
| Mean | 15.20952381 |
| Median Absolute Deviation (MAD) | 3.055173307 |
| Skewness | 0.8211279756 |
| Sum | 22358 |
| Variance | 13.39514409 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[11. 11.5 14.5 19.5 22.5 25. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 11 | 210 | 14.3% | |
| 13 | 209 | 14.2% | |
| 14 | 201 | 13.7% | |
| 12 | 198 | 13.5% | |
| 15 | 101 | 6.9% | |
| 18 | 89 | 6.1% | |
| 17 | 82 | 5.6% | |
| 16 | 78 | 5.3% | |
| 19 | 76 | 5.2% | |
| 22 | 56 | 3.8% | |
| Other values (5) | 170 | 11.6% |
| Value | Count | Frequency (%) | |
| 11 | 210 | 14.3% | |
| 12 | 198 | 13.5% | |
| 13 | 209 | 14.2% | |
| 14 | 201 | 13.7% | |
| 15 | 101 | 6.9% |
| Value | Count | Frequency (%) | |
| 25 | 18 | 1.2% | |
| 24 | 21 | 1.4% | |
| 23 | 28 | 1.9% | |
| 22 | 56 | 3.8% | |
| 21 | 48 | 3.3% |
nivel_acciones
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 85 |
| Value | Count | Frequency (%) | |
| 0 | 631 | 42.9% | |
| 1 | 596 | 40.5% | |
| 2 | 158 | 10.7% | |
| 3 | 85 | 5.8% |
Composition
| Contains chars | False |
|---|---|
| Contains digits | True |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.063945578 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.106939899 |
|---|---|
| Coefficient of variation (CV) | 0.5363222319 |
| Kurtosis | 0.3991520554 |
| Mean | 2.063945578 |
| Median Absolute Deviation (MAD) | 0.8324753575 |
| Skewness | 1.025401283 |
| Sum | 3034 |
| Variance | 1.22531594 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 543 | 36.9% | |
| 2 | 534 | 36.3% | |
| 3 | 218 | 14.8% | |
| 4 | 106 | 7.2% | |
| 5 | 69 | 4.7% |
| Value | Count | Frequency (%) | |
| 1 | 543 | 36.9% | |
| 2 | 534 | 36.3% | |
| 3 | 218 | 14.8% | |
| 4 | 106 | 7.2% | |
| 5 | 69 | 4.7% |
| Value | Count | Frequency (%) | |
| 5 | 69 | 4.7% | |
| 4 | 106 | 7.2% | |
| 3 | 218 | 14.8% | |
| 2 | 534 | 36.3% | |
| 1 | 543 | 36.9% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.693197279 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 197 |
| Zeros (%) | 13.4% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.498009006 |
|---|---|
| Coefficient of variation (CV) | 0.9275254455 |
| Kurtosis | 0.01021381669 |
| Mean | 2.693197279 |
| Median Absolute Deviation (MAD) | 2.059758434 |
| Skewness | 1.026471112 |
| Sum | 3959 |
| Variance | 6.240048994 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.5 1.5 4.5 8.5 9. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 521 | 35.4% | |
| 0 | 197 | 13.4% | |
| 3 | 159 | 10.8% | |
| 2 | 146 | 9.9% | |
| 4 | 139 | 9.5% | |
| 7 | 74 | 5.0% | |
| 6 | 70 | 4.8% | |
| 5 | 63 | 4.3% | |
| 9 | 52 | 3.5% | |
| 8 | 49 | 3.3% |
| Value | Count | Frequency (%) | |
| 0 | 197 | 13.4% | |
| 1 | 521 | 35.4% | |
| 2 | 146 | 9.9% | |
| 3 | 159 | 10.8% | |
| 4 | 139 | 9.5% |
| Value | Count | Frequency (%) | |
| 9 | 52 | 3.5% | |
| 8 | 49 | 3.3% | |
| 7 | 74 | 5.0% | |
| 6 | 70 | 4.8% | |
| 5 | 63 | 4.3% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.799319728 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 54 |
| Zeros (%) | 3.7% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.289270621 |
|---|---|
| Coefficient of variation (CV) | 0.4605656896 |
| Kurtosis | 0.494992986 |
| Mean | 2.799319728 |
| Median Absolute Deviation (MAD) | 0.9743440233 |
| Skewness | 0.5531241711 |
| Sum | 4115 |
| Variance | 1.662218734 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 1.5 3.5 6. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2 | 547 | 37.2% | |
| 3 | 491 | 33.4% | |
| 4 | 123 | 8.4% | |
| 5 | 119 | 8.1% | |
| 1 | 71 | 4.8% | |
| 6 | 65 | 4.4% | |
| 0 | 54 | 3.7% |
| Value | Count | Frequency (%) | |
| 0 | 54 | 3.7% | |
| 1 | 71 | 4.8% | |
| 2 | 547 | 37.2% | |
| 3 | 491 | 33.4% | |
| 4 | 123 | 8.4% |
| Value | Count | Frequency (%) | |
| 6 | 65 | 4.4% | |
| 5 | 119 | 8.1% | |
| 4 | 123 | 8.4% | |
| 3 | 491 | 33.4% | |
| 2 | 547 | 37.2% |
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| Sales Executive | 326 | 22.2% | |
| Research Scientist | 292 | 19.9% | |
| Laboratory Technician | 259 | 17.6% | |
| Manufacturing Director | 145 | 9.9% | |
| Healthcare Representative | 131 | 8.9% | |
| Manager | 102 | 6.9% | |
| Sales Representative | 83 | 5.6% | |
| Research Director | 80 | 5.4% | |
| Human Resources | 52 | 3.5% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | True |
| Contains non-words | True |
Length
| Max length | 25 |
|---|---|
| Mean length | 18.0707483 |
| Min length | 7 |
rango_edad
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| mayor | |
|---|---|
| joven | |
| adulto | 58 |
| nan | 8 |
| Value | Count | Frequency (%) | |
| mayor | 896 | 61.0% | |
| joven | 508 | 34.6% | |
| adulto | 58 | 3.9% | |
| nan | 8 | 0.5% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 6 |
|---|---|
| Mean length | 5.028571429 |
| Min length | 3 |
rango_salario
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| bajo | |
|---|---|
| medio_bajo | |
| medio_alto | |
| alto | 138 |
| Value | Count | Frequency (%) | |
| bajo | 713 | 48.5% | |
| medio_bajo | 443 | 30.1% | |
| medio_alto | 176 | 12.0% | |
| alto | 138 | 9.4% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 10 |
|---|---|
| Mean length | 6.526530612 |
| Min length | 4 |
| Distinct count | 1349 |
|---|---|
| Unique (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78035.17551 |
|---|---|
| Minimum | 12108 |
| Maximum | 239988 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 12108 |
|---|---|
| 5-th percentile | 25174.8 |
| Q1 | 34932 |
| median | 59028 |
| Q3 | 100548 |
| 95-th percentile | 213856.2 |
| Maximum | 239988 |
| Range | 227880 |
| Interquartile range (IQR) | 65616 |
Descriptive statistics
| Standard deviation | 56495.4814 |
|---|---|
| Coefficient of variation (CV) | 0.7239745541 |
| Kurtosis | 1.005232691 |
| Mean | 78035.17551 |
| Median Absolute Deviation (MAD) | 43577.35303 |
| Skewness | 1.369816681 |
| Sum | 114711708 |
| Variance | 3191739418 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 12108. 24048. 35772. 65562. 65850. ... 157416. 167994. 191784. 228426. 239988.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 28104 | 4 | 0.3% | |
| 73704 | 3 | 0.2% | |
| 32892 | 3 | 0.2% | |
| 30708 | 3 | 0.2% | |
| 31320 | 3 | 0.2% | |
| 29412 | 3 | 0.2% | |
| 66744 | 3 | 0.2% | |
| 41424 | 3 | 0.2% | |
| 28560 | 3 | 0.2% | |
| 76164 | 3 | 0.2% | |
| Other values (1339) | 1439 | 97.9% |
| Value | Count | Frequency (%) | |
| 12108 | 1 | 0.1% | |
| 12612 | 1 | 0.1% | |
| 12624 | 1 | 0.1% | |
| 12972 | 1 | 0.1% | |
| 13092 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 239988 | 1 | 0.1% | |
| 239676 | 1 | 0.1% | |
| 239316 | 1 | 0.1% | |
| 239112 | 1 | 0.1% | |
| 238308 | 1 | 0.1% |
| Distinct count | 1349 |
|---|---|
| Unique (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6502.931293 |
|---|---|
| Minimum | 1009 |
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2097.9 |
| Q1 | 2911 |
| median | 4919 |
| Q3 | 8379 |
| 95-th percentile | 17821.35 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5468 |
Descriptive statistics
| Standard deviation | 4707.956783 |
|---|---|
| Coefficient of variation (CV) | 0.7239745541 |
| Kurtosis | 1.005232691 |
| Mean | 6502.931293 |
| Median Absolute Deviation (MAD) | 3631.446085 |
| Skewness | 1.369816681 |
| Sum | 9559309 |
| Variance | 22164857.07 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1009. 2004. 2981. 5463.5 5487.5 ... 13118. 13999.5 15982. 19035.5 19999. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2342 | 4 | 0.3% | |
| 6142 | 3 | 0.2% | |
| 2741 | 3 | 0.2% | |
| 2559 | 3 | 0.2% | |
| 2610 | 3 | 0.2% | |
| 2451 | 3 | 0.2% | |
| 5562 | 3 | 0.2% | |
| 3452 | 3 | 0.2% | |
| 2380 | 3 | 0.2% | |
| 6347 | 3 | 0.2% | |
| Other values (1339) | 1439 | 97.9% |
| Value | Count | Frequency (%) | |
| 1009 | 1 | 0.1% | |
| 1051 | 1 | 0.1% | |
| 1052 | 1 | 0.1% | |
| 1081 | 1 | 0.1% | |
| 1091 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 19999 | 1 | 0.1% | |
| 19973 | 1 | 0.1% | |
| 19943 | 1 | 0.1% | |
| 19926 | 1 | 0.1% | |
| 19859 | 1 | 0.1% |
satisfaccion_companeros
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Alta | |
|---|---|
| Muy_Alta | |
| Media | |
| Baja |
| Value | Count | Frequency (%) | |
| Alta | 459 | 31.2% | |
| Muy_Alta | 432 | 29.4% | |
| Media | 303 | 20.6% | |
| Baja | 276 | 18.8% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 8 |
|---|---|
| Mean length | 5.381632653 |
| Min length | 4 |
satisfaccion_entorno
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Alta | |
|---|---|
| Muy_Alta | |
| Media | |
| Baja |
| Value | Count | Frequency (%) | |
| Alta | 453 | 30.8% | |
| Muy_Alta | 446 | 30.3% | |
| Media | 287 | 19.5% | |
| Baja | 284 | 19.3% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 8 |
|---|---|
| Mean length | 5.408843537 |
| Min length | 4 |
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Alta | |
|---|---|
| Media | |
| Muy_Alta | 136 |
| Baja | 76 |
| Value | Count | Frequency (%) | |
| Alta | 904 | 61.5% | |
| Media | 354 | 24.1% | |
| Muy_Alta | 136 | 9.3% | |
| Baja | 76 | 5.2% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 8 |
|---|---|
| Mean length | 4.610884354 |
| Min length | 4 |
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.9 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | 130 |
| 1 | 74 |
| Value | Count | Frequency (%) | |
| 3 | 938 | 63.8% | |
| 2 | 328 | 22.3% | |
| 4 | 130 | 8.8% | |
| 1 | 74 | 5.0% |
Composition
| Contains chars | False |
|---|---|
| Contains digits | True |
| Contains whitespace | False |
| Contains non-words | False |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
viajes
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel | 150 |
| Value | Count | Frequency (%) | |
| Travel_Rarely | 1043 | 71.0% | |
| Travel_Frequently | 277 | 18.8% | |
| Non-Travel | 150 | 10.2% |
Composition
| Contains chars | True |
|---|---|
| Contains digits | False |
| Contains whitespace | False |
| Contains non-words | True |
Length
| Max length | 17 |
|---|---|
| Mean length | 13.44761905 |
| Min length | 10 |
First rows
| abandono | anos_compania | anos_con_manager_actual | anos_desde_ult_promocion | anos_experiencia | carrera | departamento | distancia_casa | edad | educacion | estado_civil | evaluacion | horas_extra | id | impacto_abandono | implicacion | incremento_salario_porc | nivel_acciones | nivel_laboral | num_empresas_anteriores | num_formaciones_ult_ano | puesto | rango_edad | rango_salario | salario_ano | salario_mes | satisfaccion_companeros | satisfaccion_entorno | satisfaccion_trabajo | sexo | viajes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 6 | 5 | 0 | 8 | Life Sciences | Sales | 1 | 41 | Universitaria | Single | Alta | Yes | 1 | 14670.864 | Alta | 11 | 0 | 2 | 8 | 0 | Sales Executive | mayor | medio_bajo | 71916 | 5993 | Baja | Media | Alta | 3 | Travel_Rarely |
| 1 | 0 | 10 | 7 | 1 | 10 | Life Sciences | Research & Development | 8 | 49 | Secundaria | Married | Muy_Alta | No | 2 | 12558.240 | Media | 23 | 1 | 2 | 1 | 3 | Research Scientist | mayor | medio_bajo | 61560 | 5130 | Muy_Alta | Alta | Media | 2 | Travel_Frequently |
| 2 | 1 | 0 | 0 | 0 | 7 | Other | Research & Development | 2 | 37 | Secundaria | Single | Alta | Yes | 4 | 4037.880 | Media | 15 | 0 | 1 | 6 | 3 | Laboratory Technician | mayor | bajo | 25080 | 2090 | Media | Muy_Alta | Media | 2 | Travel_Rarely |
| 3 | 0 | 8 | 0 | 3 | 8 | Life Sciences | Research & Development | 3 | 33 | Universitaria | Married | Alta | Yes | 5 | 6876.876 | Alta | 11 | 0 | 1 | 1 | 3 | Research Scientist | adulto | bajo | 34908 | 2909 | Alta | Muy_Alta | Alta | 3 | Travel_Frequently |
| 4 | 0 | 2 | 2 | 2 | 6 | Medical | Research & Development | 2 | 27 | Universitaria | Married | Alta | No | 7 | 8198.352 | Alta | 12 | 1 | 1 | 9 | 3 | Laboratory Technician | joven | bajo | 41616 | 3468 | Muy_Alta | Baja | Alta | 3 | Travel_Rarely |
| 5 | 0 | 7 | 6 | 3 | 8 | Life Sciences | Research & Development | 2 | 32 | Universitaria | Single | Alta | No | 8 | 7252.752 | Alta | 13 | 0 | 1 | 0 | 2 | Laboratory Technician | joven | bajo | 36816 | 3068 | Alta | Muy_Alta | Alta | 3 | Travel_Frequently |
| 6 | 0 | 1 | 0 | 0 | 12 | Medical | Research & Development | 3 | 59 | Master | Married | Muy_Alta | Yes | 10 | 6311.880 | Muy_Alta | 20 | 3 | 1 | 4 | 3 | Laboratory Technician | mayor | bajo | 32040 | 2670 | Baja | Alta | Muy_Alta | 4 | Travel_Rarely |
| 7 | 0 | 1 | 0 | 0 | 1 | Life Sciences | Research & Development | 24 | 30 | Universitaria | Divorced | Muy_Alta | No | 11 | 6366.252 | Alta | 22 | 1 | 1 | 1 | 2 | Laboratory Technician | joven | bajo | 32316 | 2693 | Media | Muy_Alta | Alta | 3 | Travel_Rarely |
| 8 | 0 | 9 | 8 | 1 | 10 | Life Sciences | Research & Development | 23 | 38 | Secundaria | Single | Muy_Alta | No | 12 | 24005.520 | Media | 21 | 0 | 3 | 0 | 2 | Manufacturing Director | mayor | medio_bajo | 114312 | 9526 | Media | Muy_Alta | Media | 2 | Travel_Frequently |
| 9 | 0 | 7 | 7 | 7 | 17 | Medical | Research & Development | 27 | 36 | Universitaria | Married | Alta | No | 13 | 12820.176 | Alta | 13 | 2 | 2 | 6 | 3 | Healthcare Representative | mayor | medio_bajo | 62844 | 5237 | Media | Alta | Alta | 3 | Travel_Rarely |
Last rows
| abandono | anos_compania | anos_con_manager_actual | anos_desde_ult_promocion | anos_experiencia | carrera | departamento | distancia_casa | edad | educacion | estado_civil | evaluacion | horas_extra | id | impacto_abandono | implicacion | incremento_salario_porc | nivel_acciones | nivel_laboral | num_empresas_anteriores | num_formaciones_ult_ano | puesto | rango_edad | rango_salario | salario_ano | salario_mes | satisfaccion_companeros | satisfaccion_entorno | satisfaccion_trabajo | sexo | viajes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1460 | 0 | 5 | 4 | 0 | 5 | Medical | Research & Development | 28 | 29 | Secundaria | Single | Alta | No | 2054 | 8947.740 | Media | 14 | 0 | 1 | 1 | 3 | Research Scientist | joven | bajo | 45420 | 3785 | Media | Muy_Alta | Media | 2 | Travel_Rarely |
| 1461 | 1 | 3 | 0 | 2 | 20 | Marketing | Sales | 28 | 50 | Secundaria | Divorced | Alta | Yes | 2055 | 27352.080 | Media | 13 | 1 | 3 | 4 | 3 | Sales Executive | mayor | medio_alto | 130248 | 10854 | Media | Muy_Alta | Media | 2 | Travel_Rarely |
| 1462 | 0 | 20 | 6 | 9 | 21 | Marketing | Sales | 24 | 39 | Secundaria | Married | Alta | No | 2056 | 30318.120 | Media | 11 | 1 | 4 | 0 | 2 | Sales Executive | mayor | medio_alto | 144372 | 12031 | Baja | Media | Alta | 2 | Travel_Rarely |
| 1463 | 0 | 9 | 7 | 1 | 10 | Medical | Research & Development | 5 | 31 | Universitaria | Single | Alta | No | 2057 | 25038.720 | Alta | 19 | 0 | 2 | 0 | 2 | Manufacturing Director | joven | medio_alto | 119232 | 9936 | Media | Media | Alta | 3 | Non-Travel |
| 1464 | 0 | 4 | 0 | 0 | 5 | Other | Sales | 5 | 26 | Secundaria | Single | Alta | No | 2060 | 7011.624 | Media | 18 | 0 | 1 | 0 | 2 | Sales Representative | joven | bajo | 35592 | 2966 | Muy_Alta | Muy_Alta | Media | 2 | Travel_Rarely |
| 1465 | 0 | 5 | 3 | 0 | 17 | Medical | Research & Development | 23 | 36 | Master | Married | Alta | No | 2061 | 6077.844 | Muy_Alta | 17 | 1 | 2 | 4 | 3 | Laboratory Technician | mayor | bajo | 30852 | 2571 | Alta | Alta | Muy_Alta | 4 | Travel_Frequently |
| 1466 | 0 | 7 | 7 | 1 | 9 | Medical | Research & Development | 6 | 39 | Secundaria | Married | Alta | No | 2062 | 25177.320 | Media | 15 | 1 | 3 | 4 | 5 | Healthcare Representative | mayor | medio_alto | 119892 | 9991 | Baja | Muy_Alta | Media | 2 | Travel_Rarely |
| 1467 | 0 | 6 | 3 | 0 | 6 | Life Sciences | Research & Development | 4 | 27 | Master | Married | Muy_Alta | Yes | 2064 | 15035.616 | Muy_Alta | 20 | 1 | 2 | 1 | 0 | Manufacturing Director | joven | medio_bajo | 73704 | 6142 | Media | Media | Muy_Alta | 4 | Travel_Rarely |
| 1468 | 0 | 9 | 8 | 0 | 17 | Medical | Sales | 2 | 49 | Secundaria | Married | Alta | No | 2065 | 13194.720 | Media | 14 | 0 | 2 | 2 | 3 | Sales Executive | mayor | medio_bajo | 64680 | 5390 | Muy_Alta | Muy_Alta | Media | 3 | Travel_Frequently |
| 1469 | 0 | 4 | 2 | 1 | 6 | Medical | Research & Development | 8 | 34 | Universitaria | Married | Alta | No | 2068 | 10780.992 | Muy_Alta | 12 | 0 | 2 | 2 | 3 | Laboratory Technician | mayor | bajo | 52848 | 4404 | Baja | Media | Muy_Alta | 4 | Travel_Rarely |